{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Part 1: From _ImageNet_ to _CIFAR_ with Transfer Learning\n",
    "\n",
    "This notebook may be skipped if the user already has a pre-trained floating point CIFAR-10 / CIFAR-100 model. In what follows, we show you how we used Transfer Learning to train a convolutional floating point neural network.\n",
    "\n",
    "Nowadays, whether or not you have time and computational resources, very few people train a full convolutional network on a huge data-set from _scratch_, e.g., ImageNet, which has $1.2$ million images and $1000$ categories. In practice, we use Transfer learning a very efficient approach in Machine Learning that aims to save both time and computing power. Transfer learning refers to a set of methods that allow the reuse of knowledge gained from solving a given task and applying it to a different but related task.\n",
    "\n",
    "Transfer Learning provides a variety of techniques, such as:\n",
    "- fine-tuning: instead of a random initialization of the weights, it's possible to reuse the pre-trained weights as a starting point\n",
    "- fixed feature extractor: the pre-trained model is used as a feature extractor and only the output model is fine-tuned to achieve the targeted task. In other words, the final fully connected layer is replaced by a new one with the appropriate output shape. We freeze all the layers except this new one, that is trained.\n",
    "\n",
    "In our use case, we'll combine the two methods mentioned above. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Import the required packages."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import random\n",
    "import warnings\n",
    "from copy import deepcopy\n",
    "\n",
    "import torch\n",
    "from cifar_utils import get_dataloader, plot_dataset, plot_history, torch_inference, train\n",
    "from models import Fp32VGG11\n",
    "\n",
    "warnings.filterwarnings(\"ignore\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Settings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Device Type: cuda:0\n"
     ]
    }
   ],
   "source": [
    "dataset_name = \"CIFAR_100\"\n",
    "\n",
    "device = \"cuda\" if torch.cuda.is_available() else \"cpu\"\n",
    "\n",
    "param_c10 = {\n",
    "    \"output_size\": 10,\n",
    "    \"batch_size\": 128,\n",
    "    \"training\": \"fp32\",\n",
    "    \"dataset_name\": \"CIFAR_10\",\n",
    "    \"criterion\": torch.nn.CrossEntropyLoss(),\n",
    "    \"accuracy_test\": [],\n",
    "    \"accuracy_train\": [],\n",
    "    \"loss_test_history\": [],\n",
    "    \"loss_train_history\": [],\n",
    "    \"dir\": \"./checkpoints/CIFAR_10\",\n",
    "    \"seed\": 727,\n",
    "}\n",
    "param_c100 = {\n",
    "    \"output_size\": 100,\n",
    "    \"batch_size\": 128,\n",
    "    \"training\": \"fp32\",\n",
    "    \"dataset_name\": \"CIFAR_100\",\n",
    "    \"criterion\": torch.nn.CrossEntropyLoss(),\n",
    "    \"accuracy_test\": [],\n",
    "    \"accuracy_train\": [],\n",
    "    \"loss_test_history\": [],\n",
    "    \"loss_train_history\": [],\n",
    "    \"dir\": \"./checkpoints/CIFAR_100\",\n",
    "    \"seed\": 727,\n",
    "}\n",
    "\n",
    "# In this tutorial, we present the results of CIFAR-100.\n",
    "if dataset_name == \"CIFAR_100\":\n",
    "    param = param_c100\n",
    "else:\n",
    "    # If you want to use it for CIFAR-10, set `dataset_name` to \"CIFAR_100\"\n",
    "    param = param_c10\n",
    "\n",
    "print(f\"Device Type: {device}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data-set\n",
    "\n",
    "The _CIFAR_ data-sets contain $32*32$ colored images."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Load CIFAR-100 or CIFAR-10 data-set according to `dataset_name`.\n",
    "train_loader, test_loader = get_dataloader(param=param)\n",
    "\n",
    "# Let’s visualize `n` images from CIFAR data-set.\n",
    "plot_dataset(test_loader, param)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Model's architecture\n",
    "\n",
    "As this network is meant to run in FHE, we apply several changes on the original [VGG11 architecture](https://pytorch.org/hub/pytorch_vision_vgg/) **in order to speed up the FHE execution** and therefore make it more user-friendly :\n",
    "\n",
    "- replacing the `MaxPool2d` by the `AvgPool2d`, because in the current version of Concrete ML `MaxPool2d` isn't available yet\n",
    "- changing the kernel and stride size in some pooling layers, because we have chosen to keep the initial input size of $3*32*32$ instead of the recommended input size of $3*224*224$\n",
    "- changing the kernel size from $7$ to $1$ in the `AdaptiveAvgPool2d` to further reduce the image's size\n",
    "- removing the classification part of the original VGG11 architecture to speed up computation\n",
    "\n",
    "The model architecture is detailed [here](models.py)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load VGG-11 pre-trained weights"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using cache found in /home/stoiana/.cache/torch/hub/pytorch_vision_v0.10.0\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "_IncompatibleKeys(missing_keys=['final_layer.weight', 'final_layer.bias'], unexpected_keys=['classifier.0.weight', 'classifier.0.bias', 'classifier.3.weight', 'classifier.3.bias', 'classifier.6.weight', 'classifier.6.bias'])"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "torch.manual_seed(param[\"seed\"])\n",
    "random.seed(param[\"seed\"])\n",
    "\n",
    "# Instantiation of the custom VGG-11 network.\n",
    "fp32_vgg = Fp32VGG11(param[\"output_size\"]).to(device)\n",
    "\n",
    "# Loading the pre-trained VGG-11 weights from torch.hub.\n",
    "pretrained_weights = torch.hub.load(\n",
    "    \"pytorch/vision:v0.10.0\",\n",
    "    \"vgg11\",\n",
    "    pretrained=True,\n",
    ").state_dict()\n",
    "\n",
    "# Caution:\n",
    "# The `fp32_vgg.state_dict()` respects the same schema for the convolutional, ReLU and pooling\n",
    "# layers (order/shape/naming) as the `pretrained_weights` dict, that's why it doesn't throw an error\n",
    "fp32_vgg.load_state_dict(deepcopy(pretrained_weights), strict=False)\n",
    "# We got an IncompatibleKeys warning because\n",
    "# we deleted the classification layers of the original VGG-11 network."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Training\n",
    "\n",
    "For the training part, we combine 2 methods to fine-tune our model.\n",
    "1. Fine-tuning the final layer: here, the weights are initialized using VGG-11 from torch-hub. We freeze the convolutional layers except the last fully connected final layer, which we train. This approach prevents abrupt gradient propagation.\n",
    "\n",
    "1. Fine-tuning all the layers: in this case, we unfreeze the convolutional layers and fine-tune the entire network."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Fine-tuning the final layer\n",
    "\n",
    "We freeze all the layers except the final fully connected layer, that we fine-tune."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# We freeze all the layers.\n",
    "for p in list(fp32_vgg.parameters()):\n",
    "    p.requires_grad = False\n",
    "\n",
    "# Set the `requires_grad` of the last layer at `True` to fine-tune it.\n",
    "fp32_vgg.final_layer.weight.requires_grad = True\n",
    "fp32_vgg.final_layer.bias.requires_grad = True"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch  0: Train loss = 2.5821 VS Test loss = 2.2989 - Accuracy train: 0.3639 VS Accuracy test: 0.4441\n",
      "Epoch  1: Train loss = 2.0172 VS Test loss = 2.0736 - Accuracy train: 0.4741 VS Accuracy test: 0.4776\n",
      "Epoch  2: Train loss = 1.9677 VS Test loss = 2.0398 - Accuracy train: 0.4868 VS Accuracy test: 0.4820\n",
      "Epoch  3: Train loss = 1.9539 VS Test loss = 2.0230 - Accuracy train: 0.4887 VS Accuracy test: 0.4854\n",
      "Epoch  4: Train loss = 1.9427 VS Test loss = 2.0072 - Accuracy train: 0.4941 VS Accuracy test: 0.4889\n",
      "Epoch  5: Train loss = 1.9285 VS Test loss = 1.9941 - Accuracy train: 0.4978 VS Accuracy test: 0.4898\n",
      "Epoch  6: Train loss = 1.9226 VS Test loss = 1.9830 - Accuracy train: 0.4960 VS Accuracy test: 0.4928\n",
      "Epoch  7: Train loss = 1.9159 VS Test loss = 1.9764 - Accuracy train: 0.4965 VS Accuracy test: 0.4936\n",
      "Epoch  8: Train loss = 1.9075 VS Test loss = 1.9681 - Accuracy train: 0.5017 VS Accuracy test: 0.4944\n",
      "Epoch  9: Train loss = 1.9019 VS Test loss = 1.9612 - Accuracy train: 0.5023 VS Accuracy test: 0.4956\n",
      "100%|██████████| 10/10 [10:37<00:00, 63.72s/it]\n"
     ]
    }
   ],
   "source": [
    "if dataset_name == \"CIFAR_100\":\n",
    "    param[\"lr\"] = 0.06\n",
    "    param[\"epochs\"] = 10\n",
    "    param[\"gamma\"] = 0.01\n",
    "    param[\"milestones\"] = [1]\n",
    "\n",
    "elif dataset_name == \"CIFAR_10\":\n",
    "    param[\"lr\"] = 0.1\n",
    "    param[\"epochs\"] = 5\n",
    "    param[\"gamma\"] = 0.1\n",
    "    param[\"milestones\"] = [1, 3]\n",
    "\n",
    "fp32_vgg = train(fp32_vgg, train_loader, test_loader, param, device=device)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Fine-tune all layers\n",
    "\n",
    "Now, unfreeze the convolution and fine-tune all the layers."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch  0: Train loss = 2.3488 VS Test loss = 1.7114 - Accuracy train: 0.3919 VS Accuracy test: 0.5232\n",
      "Epoch  1: Train loss = 1.5548 VS Test loss = 1.4423 - Accuracy train: 0.5648 VS Accuracy test: 0.5929\n",
      "Epoch  2: Train loss = 1.2724 VS Test loss = 1.3197 - Accuracy train: 0.6374 VS Accuracy test: 0.6196\n",
      "Epoch  3: Train loss = 1.0783 VS Test loss = 1.3551 - Accuracy train: 0.6842 VS Accuracy test: 0.6207\n",
      "Epoch  4: Train loss = 0.9087 VS Test loss = 1.3401 - Accuracy train: 0.7301 VS Accuracy test: 0.6345\n",
      "Epoch  5: Train loss = 0.7783 VS Test loss = 1.3401 - Accuracy train: 0.7665 VS Accuracy test: 0.6491\n",
      "Epoch  6: Train loss = 0.3853 VS Test loss = 1.2485 - Accuracy train: 0.8849 VS Accuracy test: 0.6982\n",
      "100%|██████████| 7/7 [09:43<00:00, 83.37s/it]\n"
     ]
    }
   ],
   "source": [
    "# Secondly, fine-tuning all the layers.\n",
    "for p in list(fp32_vgg.parameters()):\n",
    "    p.requires_grad = True\n",
    "\n",
    "if dataset_name == \"CIFAR_100\":\n",
    "    param[\"lr\"] = 0.0006\n",
    "    param[\"epochs\"] = 7\n",
    "    param[\"gamma\"] = 0.1\n",
    "    param[\"milestones\"] = [6]\n",
    "\n",
    "elif dataset_name == \"CIFAR_10\":\n",
    "    param[\"lr\"] = 0.0006\n",
    "    param[\"epochs\"] = 5\n",
    "    param[\"gamma\"] = 0.1\n",
    "    param[\"milestones\"] = [4]\n",
    "\n",
    "fp32_vgg = train(fp32_vgg, train_loader, test_loader, param, device=device)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "With CIFAR_100: top-1 accuracy = 69.822%\n"
     ]
    }
   ],
   "source": [
    "acc = torch_inference(fp32_vgg, data=test_loader, device=device)\n",
    "print(f\"With {dataset_name}: top-1 accuracy = {acc * 100:2.3f}%\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's visualize the accuracy and loss of the training and test sets."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_history(param)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The methodology is the same for _CIFAR-10_, re-run the notebook with `dataset_name == CIFAR_10`.\n",
    "\n",
    "The model weights are also saved [here](./checkpoints/CIFAR_10/fp32) and we get a model with the following performance :"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_history(param_c10, load=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The sharp fluctuations are due to the change in the learning rate."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Conclusion\n",
    "\n",
    "With such a simple architecture using `AvgPool2d`, $8$ convolutional layers and $1$ fully connected network, we achieve: \n",
    "\n",
    "Data-set  | Top-1 Accuracy | SOTA in $2022$\n",
    "----------|----------------|----------------\n",
    "CIFAR-10  | $90.504$%      | $99.612$%\n",
    "CIFAR-100 | $70.042$%      | $96.808$%\n",
    "\n",
    "In this notebook, we have shown how we obtained the weights needed to solve CIFAR-10 or CIFAR-100 classification task.\n",
    "These weights will be reused in the next [tutorial](CifarQuantizationAwareTraining.ipynb). Where we'll use Brevitas to quantize these models as fully homomorphic encryption operates only over integer values."
   ]
  }
 ],
 "metadata": {
  "execution": {
   "timeout": 10800
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
